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Marius Dima

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#small language model Open access Oct 2026

Certified Knowledge Editing: Closed-Form Reachability Guarantees for Additive Edits to a Frozen Language Model

Knowledge edits to language models are usually validated after the fact. This paper studies the reverse contract: a closed-form certificate, computed before an edit is applied, of exactly which single-token edits can succeed on a frozen decoder-only language model with an additive gated memory. The certificate reduces...

Marius Dima · 0 citations
#small language model Open access Oct 2026

Certified Knowledge Editing: Closed-Form Reachability Guarantees for Additive Edits to a Frozen Language Model

Knowledge edits to language models are usually validated after the fact. This paper studies the reverse contract: a closed-form certificate, computed before an edit is applied, of exactly which single-token edits can succeed on a frozen decoder-only language model with an additive gated memory. The certificate reduces...

Marius Dima · 0 citations

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